TRUONG DINH ANH TU

Knowledge Library · 5 min draft

Human checkpoints for useful AI

A practical pattern for keeping automated workflows observable, reversible and accountable.

The premise

Useful automation is not defined by removing every person from a process. It is defined by placing judgment where it creates the most value.

The working pattern

A strong workflow names the input boundary, the model action, the review moment, the audit trail and the recovery path before it optimizes speed.

Publication note

This article is a structural draft. Add verified examples, citations and original evidence before publication.